{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第9章 图像分割"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.1 简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "平面设计师在对一些图像进行处理的时候，往往需要提取出图像中的某一个物体，如图 9-1 所示。这种技术被形象地称为“抠图”。“抠图”是图像分割的一个实际应用。在计算机视觉领域，图像分割是最古老也是被研究得最多的一个问题。根据是否基于人为给定的语义监督，图像分割可分为无监督图像分割和有监督图像分割。本章将聚焦于无监督图像分割，而有监督图像分割，包括语义分割和实例分割等，应归类于图像识别问题，将在后续章节介绍。无监督图像分割，其目的是把图像划分成若干互不相交的区域，使得具有相似特征的像素被划分到同一区域，不同特征的像素被划分到不同的区域（如图 9-2）。这一目标完全是通过挖掘图像内在结构信息实现，而不基于人为标注的语义类别，所以无监督图像分割是一个普适性的问题，其结果可以为解决高层视觉识别任务，如语义分割、目标检测、实例分割等，提供基础或者初始条件。\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"https://pic2.zhimg.com/80/v2-451734557ce300fb4b053d7d59126335_1440w.jpg\" width=400>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图9-1 “抠图”。</div>\n",
    "</center>\n",
    "\n",
    "在这一章中，我们将介绍两种具有代表性的无监督图像分割算法——基于K均值的图像分割算法和基于归一化图割的图像分割算法。\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"https://pic1.zhimg.com/80/v2-cc19aa6fad1171f69bbbf5a5896ec348_1440w.jpg\" width=400>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图9-2 图像分割示例。</div>\n",
    "</center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.2 图像分割算法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "既然本章聚焦于无监督图像分割，我们首先需要知道什么是无监督学习（unsupervised learning）。所谓无监督，指的是每一个用于训练的样本只有其本身的信息，而没有任何的标签信息，即没有“监督”信息。聚类（clustering）就是一种常用的无监督学习的方法，是指根据在数据中发掘出的样本与样本之间的关系，将数据进行分簇。其目的是使簇内的数据相互之间是相似的(相关的)，而不同簇中的样本是不同的(不相关的)。簇内相似性越大，簇间差距越大，说明聚类效果越好。作为一种无监督学习的方法，聚类是许多领域中常用的机器学习技术。图像分割本质是就是对像素进行聚类，所以图像分割一般都是基于聚类算法。接下来，我们将介绍两种代表性的基于聚类的图像分割算法。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.2.1 基于K均值聚类的图像分割算法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "K均值（K-means）[1] [2] 是一个非常著名的聚类算法，它的基本思想是：\n",
    "\n",
    "1. 随机初始化$K$个聚类中心$c_1,...,c_K$；\n",
    "2. 给定聚类中心，确定每个聚类中的点：对于每个点$p$，我们计算与之距离最接近的$c_i$，并将$p$放入集群$i$中；\n",
    "3. 当所有点分配完毕时，将$c_i$设置为集群$i$中点的平均值；\n",
    "4. 如果有一个$c_i$发生了变化，请重复步骤2；反之，结束。\n",
    "\n",
    "同样，我们也可以将K均值算法应用于图像分割中，对图像中像素点进行聚类。那么，对于一张图像而言，我们该怎么定义像素点的信息呢？我们知道每个像素点包含有R、G、B三个通道的数值，如图 9-3 所示，因此我们可以以RGB值为特征对像素进行聚类。\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"https://pic1.zhimg.com/80/v2-527eae0fc125d1987c9bf97e8e4a4f10_1440w.jpg\" width=400>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图9-3 以RGB值为特征对像素进行聚类。</div>\n",
    "</center>\n",
    "\n",
    "我们来动手尝试编写kmeans算法，并利用RGB值对图像进行分割。我们先导入一张图像。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from matplotlib.image import imread\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "\n",
    "# 输入一张图像\n",
    "image = imread('t.jpeg')[:,:,:3]\n",
    "# 将RGB值统一到0-1内\n",
    "if np.max(image)>1:\n",
    "    image = image / 255\n",
    "\n",
    "X = image.reshape(-1, image.shape[2])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2 3]\n"
     ]
    }
   ],
   "source": [
    "# 利用kmeans算法进行聚类\n",
    "segmented_imgs = []\n",
    "\n",
    "# 设定聚类中心个数\n",
    "n_cluster= 4\n",
    "kmeans = KMeans(n_clusters=n_cluster, random_state=42).fit(X)\n",
    "print(np.unique(kmeans.labels_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-10-12T07:10:20.112994Z",
     "iopub.status.busy": "2022-10-12T07:10:20.111763Z",
     "iopub.status.idle": "2022-10-12T07:10:21.589547Z",
     "shell.execute_reply": "2022-10-12T07:10:21.588090Z",
     "shell.execute_reply.started": "2022-10-12T07:10:20.112945Z"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 为每一个类别赋予一个对应的颜色，用于展示\n",
    "def decode_segmap(label_mask, plot=False):\n",
    "    label_colours = np.asarray([[79, 103, 67], [143, 146, 126], [129, 94, 64], [52, 53, 55],\n",
    "                       [96, 84, 70], [164, 149, 129]])\n",
    "    r = label_mask.copy()\n",
    "    g = label_mask.copy()\n",
    "    b = label_mask.copy()\n",
    "    # 为每个类别赋予对应的R、G、B值\n",
    "    for ll in range(0, 6):\n",
    "        r[label_mask == ll] = label_colours[ll, 0]\n",
    "        g[label_mask == ll] = label_colours[ll, 1]\n",
    "        b[label_mask == ll] = label_colours[ll, 2]\n",
    "\n",
    "    rgb = np.zeros((label_mask.shape[0], label_mask.shape[1], 3))\n",
    "    rgb[:, :, 0] = r\n",
    "    rgb[:, :, 1] = g\n",
    "    rgb[:, :, 2] = b\n",
    "\n",
    "    return rgb\n",
    "\n",
    "\n",
    "# 获得预测的标签\n",
    "segmented_img = kmeans.cluster_centers_[kmeans.labels_]\n",
    "segmented_imgs = decode_segmap(kmeans.labels_.reshape(image.shape[0],image.shape[1]))\n",
    "\n",
    "# 展示结果\n",
    "plt.imshow(image[:,:,:3])\n",
    "plt.title('Original image')\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "\n",
    "plt.imshow(segmented_imgs.astype(np.uint8))\n",
    "plt.title('{} center'.format(n_cluster))\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们观察实验结果不难发现，仅仅利用RGB特征可能会在分割时出现一些离散的点。实际上，由于图像的像素点本身就蕴含着坐标信息，我们除了可以选择RGB值作为像素的特征，也可以将坐标信息纳入其中。而当我们在特征中纳入坐标信息后，我们便可以将图像中这些离散的点分割到周围的物体中。这种做法既考虑了颜色的相似性，也考虑了空间的离散程度。\n",
    "\n",
    "我们再次动手尝试图像分割，并比较设置不同个数的聚类中心对图像分割的影响。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-10-12T07:10:02.205430Z",
     "iopub.status.busy": "2022-10-12T07:10:02.204848Z",
     "iopub.status.idle": "2022-10-12T07:10:08.992311Z",
     "shell.execute_reply": "2022-10-12T07:10:08.991733Z",
     "shell.execute_reply.started": "2022-10-12T07:10:02.205401Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = imread('t.jpeg')[:,:,:3]\n",
    "# 将RGB值统一到0-255内\n",
    "if np.max(image)>1:\n",
    "    image = image / 255\n",
    "    \n",
    "\n",
    "sp = image.shape\n",
    "# 增加xy坐标的信息\n",
    "# 设定一个权重，对坐标信息加权\n",
    "weight = 2\n",
    "y = weight * np.array([[i for i in range(sp[1])] for j in range(sp[0])]) / sp[0] / sp[1]\n",
    "x = weight * np.array([[j for i in range(sp[1])] for j in range(sp[0])])/ sp[0] / sp[1]\n",
    "image = np.append(image, x.reshape(sp[0], sp[1], 1), axis=2)\n",
    "image = np.append(image, y.reshape(sp[0], sp[1], 1), axis=2)\n",
    "\n",
    "X = image.reshape(-1, image.shape[2])\n",
    "segmented_imgs = []\n",
    "\n",
    "# 将 K 分别设置为6, 5, 4, 3, 2\n",
    "n_colors = (6, 5, 4, 3, 2)\n",
    "for n_cluster in n_colors:\n",
    "    kmeans = KMeans(n_clusters=n_cluster, random_state=42).fit(X)\n",
    "    segmented_img = kmeans.cluster_centers_[kmeans.labels_]\n",
    "    segmented_imgs.append(decode_segmap(kmeans.labels_.reshape(image.shape[0],image.shape[1])).astype(np.uint8))\n",
    "\n",
    "# 展示结果\n",
    "plt.figure(figsize=(12,8))\n",
    "plt.subplot(231)\n",
    "plt.imshow(image[:,:,:3])\n",
    "plt.title('Original image')\n",
    "plt.axis('off')\n",
    "\n",
    "for idx,n_clusters in enumerate(n_colors):\n",
    "    plt.subplot(232+idx)\n",
    "    plt.imshow(segmented_imgs[idx])\n",
    "    plt.title('{} center'.format(n_clusters))\n",
    "    plt.axis('off')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们与之前没有加入坐标信息的特征分割的结果进行对比，可以很容易地发现加入了坐标信息之后，图像的分割变得更加平滑。除此之外，从实验结果中我们可以很明显的看出，随着$K$的增加，图像被分割的也越来越精细。实际上，$K$值的选择非常的重要，选择一个合适的$K$值可以帮助我们有效的进行图像分割。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 9.2.2 基于图割的算法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "基于图割的方法利用图论领域的理论和方法，通常做法是将待分割的图像映射为带权无向图$\\mathbf{G}=(\\mathbf{V}，\\mathbf{E})$，其中，$\\mathbf{V}=\\{v_1, v_2,...,v_n\\}$是顶点的集合，$\\mathbf{E}$为边的集合。图中的每个节点$n \\in \\mathbf{V}$对应于图像中的每个像素，每条边$e \\in \\mathbf{E}$连接着一对相邻的像素，边的权值$w(v_i,v_j)$表示相邻像素之间在灰度、颜色或纹理方面的非负相似度，其中，$(v_i,v_j)\\in \\mathbf{E}$。因此，图像的分割问题便转化为图的切割（图割）问题，其中每一个子图对应着原图中被分割的区域，如图 9-5 所示。\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"https://pic1.zhimg.com/80/v2-e05a7e6e1c42de7be9a33fa844c0ba04_1440w.jpg\" width=400>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图9-5 图像分割与图的剪切。</div>\n",
    "</center>\n",
    "\n",
    "那么我们该如何对图进行切割呢？同kmeans算法的核心思想相同，我们希望划分后的子图内的顶点之间的相似度最大，而子图与子图之间的顶点对的相似度最小。我们以将一张图分割成两个子图为例，如图 9-6，把$\\mathbf{G}=(\\mathbf{V},\\mathbf{E})$的顶点分成两个子集$\\mathbf{A},\\mathbf{B}$；令$\\mathbf{A} \\cup \\mathbf{B} = \\mathbf{V}$，$\\mathbf{A} \\cap \\mathbf{B} = \\emptyset$，我们定义${\\rm cut}(\\mathbf{A},\\mathbf{B}) = \\sum_{\\mu \\in \\mathbf{A},v \\in \\mathbf{B}}w(\\mu, v)$ , 我们可以通过最小化${\\rm cut}(\\mathbf{A},\\mathbf{B})$实现上述思想。我们把这种算法称为最小割（MIN-CUT）[3]。\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"https://pic4.zhimg.com/80/v2-4cf117da7a28862864eec6dcd12aab07_1440w.jpg\" width=400>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图9-6 MIN-CUT分割图中节点。</div>\n",
    "</center>\n",
    "\n",
    "\n",
    "然而当我们利用MIN-CUT分割图的时候，实际的分割情况往往如图 9-7 所示。\n",
    "\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"https://pic4.zhimg.com/80/v2-9bbf1956fbd3e2e2fa8df8c2dc6ebbe7_1440w.jpg\" width=400>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图9-7 MIN-CUT可能存在的问题。</div>\n",
    "</center>\n",
    "\n",
    "这种情况很容易解释，因为MIN-CUT是通过最小化${\\rm cut}(\\mathbf{A},\\mathbf{B})$实现分割，而当其中一个子图只存在一个节点的时候，${\\rm cut}(\\mathbf{A},\\mathbf{B})$很有可能是最小的。为了解决这种极端的分割的情况，Ncut（Normalized Cut）[4]算法应运而生。\n",
    "\n",
    "Ncut算法通过最小化下式对顶点进行分类：\n",
    "\n",
    "$${\\rm Ncut}(\\mathbf{A},\\mathbf{B}) = \\frac{{\\rm cut}(\\mathbf{A},\\mathbf{B})}{{\\rm assoc}(\\mathbf{A},\\mathbf{V})} + \\frac{{\\rm cut}(\\mathbf{A},\\mathbf{B})}{{\\rm assoc}(\\mathbf{B},\\mathbf{V})}$$\n",
    "\n",
    "其中，${\\rm assoc}(\\mathbf{A},\\mathbf{V})$表示$\\mathbf{A}$中所有顶点到图中所有点权重的和，即：\n",
    "\n",
    "$$ {\\rm assoc}(\\mathbf{A},\\mathbf{V}) = \\sum_{\\mu \\in \\mathbf{A},v \\in \\mathbf{V}}w(\\mu, v)$$\n",
    "\n",
    "我们不难发现，如果集合$\\mathbf{A}$只包含有一个点，那么${\\rm assoc}(\\mathbf{A},\\mathbf{V})$与${\\rm cut}(\\mathbf{A},\\mathbf{B})$是相等的，此时${\\rm Ncut}(\\mathbf{A},\\mathbf{B})$较大；而当集合$\\mathbf{A}$只包含有多个点时，那么${\\rm assoc}(\\mathbf{A},\\mathbf{V})$的值就会比${\\rm cut}(\\mathbf{A},\\mathbf{B})$要大，此时${\\rm Ncut}(\\mathbf{A},\\mathbf{B})$就会比较小。这也是为什么Ncut可以避免分割时MIN-CUT出现的问题。\n",
    "\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"https://pic3.zhimg.com/80/v2-37f70f2b64c6a0217a805b5fe7aadb1a_1440w.jpg\" width=400>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图9-8 向量表示顶点的聚类。</div>\n",
    "</center>\n",
    "\n",
    "为了更好的表示${\\rm Ncut}(\\mathbf{A},\\mathbf{B})$，如图 9-8 所示，我们用一个二值向量$\\mathbf{x}\\in \\{-1,+1\\}^n$表示顶点的分布情况：若顶点处于黑色位置，则对应的值为1，反之为-1。如此，我们可以将${\\rm Ncut}(\\mathbf{A},\\mathbf{B})$改写为：\n",
    "\n",
    "$${\\rm Ncut}(\\mathbf{A},\\mathbf{B}) = \\frac{\\sum_{(x_{i}>0, x_{j}<0)}-w_{i j} x_{i} x_{j}}{\\sum_{x_{i}>0} d_{i}}+\\frac{\\sum_{(x_{i}<0, x_{j}>0)}-w_{i j} x_{i} x_{j}}{\\sum_{x_{i}<0} d_{i}}$$\n",
    "\n",
    "其中，$d_i = \\sum_j w(i,j)$。我们令$\\mathbf{D}$为对角矩阵，其中$\\mathbf{D}_{ii} = d_i$，令\n",
    "$\\mathbf{W}$为权重矩阵，即$\\mathbf{W}_{ij} = w(i,j)$。令\n",
    "\n",
    "$$\\mathbf{y} = \\frac{1}{2}[(\\mathbf{1}+\\mathbf{x}) - b(\\mathbf{1}-\\mathbf{x})] \\in \\{1, -b\\}^n$$\n",
    "\n",
    "其中$b=\\frac{\\sum_{x_i>0}d_i}{\\sum_{x_i<0}d_i}$，我们有\n",
    "\n",
    "$$\\min_{\\mathbf{x}} {\\rm Ncut}(\\mathbf{x}) = \\min_{\\mathbf{y}} \\frac{\\mathbf{y}^\\mathsf{T}(\\mathbf{D}-\\mathbf{W})\\mathbf{y}}{\\mathbf{y}^\\mathsf{T}\\mathbf{D}\\mathbf{y}}$$\n",
    "\n",
    "上述优化问题的最优解可以通过下式求得：\n",
    "\n",
    "$$(\\mathbf{D}-\\mathbf{W})\\mathbf{y} = \\lambda \\mathbf{D}\\mathbf{y}$$\n",
    "\n",
    "即：\n",
    "\n",
    "$$\\mathbf{D}^{-\\frac{1}{2}}(\\mathbf{D}-\\mathbf{W})\\mathbf{D}^{{-\\frac{1}{2}}}\\mathbf{D}^{{\\frac{1}{2}}}\\mathbf{y} = \\lambda \\mathbf{D}^{{\\frac{1}{2}}}\\mathbf{y}$$\n",
    "\n",
    "令$\\mathbf{z}=\\mathbf{D}^{{\\frac{1}{2}}}\\mathbf{y}$，则：\n",
    "\n",
    "$$\\mathbf{D}^{-\\frac{1}{2}}(\\mathbf{D}-\\mathbf{W})\\mathbf{D}^{{-\\frac{1}{2}}}\\mathbf{z} = \\lambda\\mathbf{z}$$\n",
    "\n",
    "很明显，这里$\\mathbf{z}$和$\\lambda$分别是$\\mathbf{D}^{-\\frac{1}{2}}(\\mathbf{D}-\\mathbf{W})\\mathbf{D}^{{-\\frac{1}{2}}}$的特征向量和特征值。因此，我们只需求解该特征值即可。不过需要注意的是，我们要的分割点是第二小的特征值所对应的特征向量，因为以最小的特征值对应的特征向量作为划分依据则会将图中所有的顶点聚为一类，没有任何的意义。\n",
    "\n",
    "我们把Ncut算法的计算过程总结为以下几步：\n",
    "\n",
    "1. 输入图像，并以每个像素点作为一个节点构建图；\n",
    "\n",
    "2. 计算权重矩阵$\\mathbf{W}$和对角矩阵$\\mathbf{D}$，这里我们将$\\mathbf{W}$定义为：\n",
    "$$\\begin{aligned} w_{i j}=& \\exp({\\frac{-\\left\\|\\mathbf{I}_{i}-\\mathbf{I}_{j}\\right\\|_{2}^{2}}{\\sigma_{I}^{2}} }) * \\begin{cases}\\exp({\\frac{-\\left\\|{x}_i-{x}_j\\right\\|_{2}^{2}}{\\sigma_{X}^{2}}}) & \\text { if }\\|x_i-x_j\\|_{2}<r \\\\ 0 & \\text { otherwise. }\\end{cases} \\end{aligned}$$\n",
    "其中，$\\sigma_{\\mathbf{I}}$，$\\sigma_{\\mathbf{X}}$和$r$是三个超参数；\n",
    "\n",
    "3. 计算$\\mathbf{D}^{-\\frac{1}{2}}(\\mathbf{D}-\\mathbf{W})\\mathbf{D}^{{-\\frac{1}{2}}}$的特征值和特征向量，并确定第二小的特征值所对应的特征向量。\n",
    "\n",
    "接下来，我们将动手编程实现Ncut算法。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T06:59:29.560525Z",
     "iopub.status.busy": "2022-11-20T06:59:29.559668Z",
     "iopub.status.idle": "2022-11-20T06:59:30.809302Z",
     "shell.execute_reply": "2022-11-20T06:59:30.808285Z",
     "shell.execute_reply.started": "2022-11-20T06:59:29.560394Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2ab257610>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sample_img = cv2.imread('t.jpeg', cv2.IMREAD_GRAYSCALE).astype(np.float32) / 255\n",
    "plt.imshow(sample_img, cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们接着编写权重矩阵。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T06:59:30.812754Z",
     "iopub.status.busy": "2022-11-20T06:59:30.811390Z",
     "iopub.status.idle": "2022-11-20T07:24:25.257332Z",
     "shell.execute_reply": "2022-11-20T07:24:25.256304Z",
     "shell.execute_reply.started": "2022-11-20T06:59:30.812708Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.        , 0.81873075, 0.44863849, ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.81873075, 1.        , 0.81747264, ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.44863849, 0.81747264, 1.        , ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       ...,\n",
       "       [0.        , 0.        , 0.        , ..., 1.        , 0.81873075,\n",
       "        0.44863849],\n",
       "       [0.        , 0.        , 0.        , ..., 0.81873075, 1.        ,\n",
       "        0.81747264],\n",
       "       [0.        , 0.        , 0.        , ..., 0.44863849, 0.81747264,\n",
       "        1.        ]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def cal_dist_weighted_matrix(size, r, sig_X):\n",
    "    h, w = size\n",
    "    X_matrix = np.zeros((h*w, h*w))\n",
    "    for i in range(h*w):\n",
    "        for j in range(h*w):\n",
    "            i_row, i_col = i // w, i % w\n",
    "            j_row, j_col = j // w, j % w\n",
    "            dist = np.power(i_row - j_row, 2) + np.power(i_col - j_col, 2)\n",
    "            \n",
    "            if np.sqrt(dist) < r:    \n",
    "                X_matrix[i, j] = np.exp(-dist / sig_X)\n",
    "    return X_matrix\n",
    "    \n",
    "    \n",
    "def set_weighted_matrix(img, sig_I=0.01, sig_X=5, r=10):\n",
    "    vec_img = img.flatten()\n",
    "    F_matrix = np.power(vec_img[None, :] - vec_img[:, None], 2)\n",
    "    F_matrix /= sig_I\n",
    "    F_matrix = np.exp(-F_matrix)\n",
    "    \n",
    "    X_matrix = cal_dist_weighted_matrix(img.shape, r, sig_X)\n",
    "    return F_matrix * X_matrix\n",
    "\n",
    "\n",
    "weighted_matrix = set_weighted_matrix(sample_img)\n",
    "\n",
    "weighted_matrix"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们接着求解第二大的特征值对应的特征向量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T07:29:40.250671Z",
     "iopub.status.busy": "2022-11-20T07:29:40.250227Z",
     "iopub.status.idle": "2022-11-20T07:29:40.259628Z",
     "shell.execute_reply": "2022-11-20T07:29:40.258310Z",
     "shell.execute_reply.started": "2022-11-20T07:29:40.250634Z"
    }
   },
   "outputs": [],
   "source": [
    "def n_cuts(W, image):\n",
    "    n = W.shape[0]\n",
    "    s_D = sparse.csr_matrix((n, n))\n",
    "    d_i = W.sum(axis=0)\n",
    "    for i in range(n):\n",
    "        s_D[i, i] = d_i[i]\n",
    "    s_W = sparse.csr_matrix(W)\n",
    "    print(s_W.shape)\n",
    "    s_D_nhalf = np.sqrt(s_D).power(-1)\n",
    "    print(s_D.shape)\n",
    "\n",
    "    L = s_D_nhalf @ (s_D - s_W) @ s_D_nhalf\n",
    "    print(L.shape)\n",
    "\n",
    "    _, eigenvalues, eigenvectors = svds(L, which='SM')\n",
    "    print(eigenvectors.shape)\n",
    "\n",
    "    for i in range(1, 8):\n",
    "        print(eigenvectors[i].shape)\n",
    "        Partition = eigenvectors[i] > np.sum(eigenvectors[i])/len(eigenvectors[i])\n",
    "        print(Partition.shape)\n",
    "        skimage.io.imshow(Partition.reshape(image.shape))\n",
    "        plt.title('Ncut')\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们展示相应的分割结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(17160, 17160)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weighted_matrix.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-11-20T07:29:43.523582Z",
     "iopub.status.busy": "2022-11-20T07:29:43.523143Z"
    }
   },
   "outputs": [],
   "source": [
    "from scipy import sparse\n",
    "from scipy.sparse.linalg import eigs, svds\n",
    "import skimage\n",
    "n_cuts(weighted_matrix, sample_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import skimage\n",
    "import skimage.io\n",
    "from scipy import sparse\n",
    "from scipy.sparse.linalg import eigs,svds\n",
    "import matplotlib.pyplot as plt\n",
    "from time import *\n",
    "\n",
    "def generate_W(img):\n",
    "    N = len(img)\n",
    "    d = np.zeros((N, N), dtype=np.uint8)\n",
    "    for i in range(N):\n",
    "        d[i, :] = np.abs(img - img[i])\n",
    "    W = np.exp(-np.power(d / np.max(d), 2))\n",
    "    return W\n",
    "\n",
    "def n_cuts(W):\n",
    "    D = np.sum(W, axis=1)\n",
    "    D = np.diag(D)\n",
    "\n",
    "    s_D = sparse.csr_matrix(D)\n",
    "    s_W = sparse.csr_matrix(W)\n",
    "    s_D_nhalf = np.sqrt(s_D).power(-1)\n",
    "    L = s_D_nhalf @ (s_D - s_W) @ s_D_nhalf\n",
    "    _, eigenvalues, eigenvectors = svds(L,which='SM')#svd much faster than eig(lanczos method)\n",
    "\n",
    "    plt.figure()\n",
    "    for i in range(5):\n",
    "        Partition = eigenvectors[i] > 0#choose 0 as split point, which can also be replaced by np.median(eigenvectors[i+1])\n",
    "        plt.subplot(1, 5, i+1)\n",
    "        skimage.io.imshow(Partition.reshape(image.shape))\n",
    "    plt.show()\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    image = skimage.img_as_ubyte(skimage.io.imread('t.jpeg',as_gray=True))#smaller than 100*100px better\n",
    "    W = generate_W(image.flatten())\n",
    "    n_cuts(W)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.3 小结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在本章中我们学习了图像分割的相关方法。图像分割是计算机视觉中的一个重要操作，也是实例分割、语义分割的基础，在之后的相关章节中我们也会进行相应的介绍。至此，基础的图像处理我们已经介绍完毕，在接下来的章节中，我们会把目光聚焦在图像的语义理解上。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.4 习题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对于Ncut算法，你还可以自己设计出更加有效的权重矩阵$\\mathbf{W}$吗？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 参考文献"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[1] A. K. Jain and R. C. Dubes, Algorithms for Clustering Data, Englewood Cliffs, NJ, USA:Prentice-Hall, 1988.\n",
    "\n",
    "[2] J. MacQueen, \"Some methods for classification and analysis of multivariate observations\", Proc. 5th Berkeley Symp. Math. Statist. Probab., vol. 1, pp. 281-297, 1967.\n",
    "\n",
    "[3] Mechthild Stoer, Frank Wagner: A simple min-cut algorithm. J. ACM 44(4): 585-591 (1997)\n",
    "\n",
    "[4] Jianbo Shi, Jitendra Malik: Normalized Cuts and Image Segmentation. IEEE Trans. Pattern Anal. Mach. Intell. 22(8): 888-905 (2000)\n",
    "\n"
   ]
  }
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